Developed
codes and associated publications :
Classification
using
Partial
Least Squares with Penalized Logistic Regression (joint work
with S. Lambert-Lacroix)
Partial
Least Squares for classification and feature selection in Microarray
gene expression data
A
convergence theorem for
Variational
EM-like algorithms : application to image segmentation (joint
work with F. Forbes)
On adaptive
Stratification (joint work with P. Etoré, B. Jourdain and
E. Moulines)
Estimation
of cosmological parameters using adaptive importance sampling
(joint work with D. Wraith, M. Kilbinger, K.
Benabed, O. Cappé, J.F.Cardoso, S. Prunet and C.
P. Robert. )
Part of the numerical results
obtained in this paper are based on codes developed by G. Fort (codes
in matlab, not available).
PMC applied to cosmology : codes and documentation available here - developed by M. Kilbinger and K.
Benabed (see also arXiv
astro-ph arXiv:1101.0950)
Convergence of a
particle-based
approximation of the Block online Expectation Maximization
algorithm (joint work with S. Le Corff)
Online
Expectation Maximization based algorithms for inference in Hidden
Markov Models (joint work with S. Le Corff)
New
Online-EM
algorithms for general Hidden Markov models. Application to the SLAM (joint
work with S. Le Corff and E. Moulines)
Adaptive Equi-energy
sampler : convergence and illustration. (joint work with A.
Schreck and E. Moulines)
Matlab
and C codes available on the web page of A. Schreck